Skip to content

Autonomous navigation system for a Crazyflie quadrotor in Webots simulator. Utilizes A* path planning algorithm and integrates real-time object recognition with YOLO.

License

Notifications You must be signed in to change notification settings

Javgilavi/Crazyflie-Autonomous-Navigation

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

2 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Crazyflie Autonomous Navigation

This Python script controls a Crazyflie quadrotor in Webots simulator, generating a trajectory using the A* path planning algorithm and following it using PID control. Additionally, the script utilizes YOLO for real-time person recognition, causing the quadrotor to stop upon detection.

Authors

Dependencies

  • controller, Keyboard, and Supervisor modules from Webots.
  • PID controllers (pid_velocity_fixed_height_controller and QuadrotorController) for stability and navigation.
  • Computer Vision functionalities with OpenCV (cv2) for person recognition using YOLO.
  • Other libraries include numpy, math, threading, csv, PIL, matplotlib, and custom modules like ruta_predefinida, evita_obstaculos, astar3D, etc.

Usage

  1. Install Webots.
  2. Place the script in the Webots project directory.
  3. Run the Webots simulator with the specified Crazyflie model.

Controls

  • UP, DOWN, RIGHT, LEFT: Move in the horizontal plane.
  • Q, E: Rotate around yaw.
  • W, S: Go up and down.
  • A: Enable autonomous mode.
  • D: Disable autonomous mode.
  • 1, 2, 3: Set predefined targets.
  • I: Export data to CSV and generate graphs.

Autonomous Mode

  • The script generates a trajectory using the A* path planning algorithm and follows it autonomously.
  • YOLO-based person recognition triggers a stop action.

Map

Vision System

  • YOLO (You Only Look Once) is used for real-time person detection.
  • Camera feed is processed to recognize and react to the presence of people.

Person recognition

Additional Features

  • Data logging: The script logs positional data and target information into CSV files for further analysis.

2D Trajectory

3D Trajectory

About

Autonomous navigation system for a Crazyflie quadrotor in Webots simulator. Utilizes A* path planning algorithm and integrates real-time object recognition with YOLO.

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages